Wide area imaging system and method

ABSTRACT

The present invention provides a new and useful paradigm in wide area imaging, in which wide area imaging is provided by a step/dwell/image capture process and system to capture images and produce from the captured images a wide area image. The image capture is by a sensor that has a predetermined image field and provides image capture at a predetermined frame capture rate, and by a motorized step and dwell sequence of the sensor, where image capture is during a dwell, and the step and dwell sequence of the sensor is synchronized with the image capture rate of the sensor.

RELATED APPLICATION/CLAIM OF PRIORITY

This application is a continuation of copending U.S. application Ser.No. 15/794,681 filed Oct. 26, 2017, which is incorporated by referenceherein, and which, in turn, is a continuation of U.S. application Ser.No. 14/070,934 filed Nov. 4, 2013, now U.S. Pat. No. 9,813,618, which isalso incorporated by reference herein, and which claims the priority ofProvisional Application No. 61/722,120, filed Nov. 2, 2012, which isalso incorporated by reference herein.

BACKGROUND

The invention relates to the field of wide area, or, when imaged regionsare all contiguous, panoramic imaging. The invention has particularutility for commercial security and surveillance but is readily used forother applications that require a low cost wide field of view device,particularly mid-wave and long-wave thermal infrared (MWIR, LWIRrespectively).

There are at least three ways to obtain a wide area image, including a360 degree panorama, with a focal plane array (FPA): 1) use multiplecopies of the FPA each having its own lens and field of view, and assigneach of the FPAs to a particular segment of the wide area; 2) useprojection optics to map pixels around the periphery to a common FPA,typically imaging the periphery onto an annulus within the FPA; 3) moveor scan the FPA and lens so as to use a limited field of view device(i.e., <360 degrees) to collect images in sequence that, when viewedtogether completely image the wide area, or in the case of a 360 degreepanorama, comprise a 360 degree field of view.

The choice of one method over another is often driven by the tradeoffbetween cost, frame rate (images per second) and sensitivity (amount ofenergy needed for a good image). Presently, reliable and relatively lowcost MWIR and LWIR FPAs, e.g., uncooled microbolometers, are readilyavailable. These are sometimes used in scenario (1) above, but requiremany FPA's, thereby making this scenario costly and less reliable forcommercial applications. When these devices are used for scenario (3),they are inefficient in the use of pixels and also require an expensiveperipheral window, both of which push cost upwards. The use of uncooledmicrobolometer FPAs continuously scanning a wide area can provide a lowcost means of imaging, but the imaging speed is too low for real-timeapplications, owing to the low sensitivity, e.g., D*, of such thermaldevices (as compared to cooled photonic devices) and the typically lowsampling rate required by pixel thermal mass constraints. Thus even witha relatively low cost technology (uncooled microbolometers) it is yetrelatively expensive to obtain a 360 degree field of view.

Thus it is typical to use a relatively expensive sensor technology,e.g., cooled HgCdTe or something comparable, but use only a minimal sizeFPA, e.g., a few columns and a few hundred rows, so as to minimize theamount of expensive detector material and yet afford the opportunity togenerate many resultant image pixels by using a simple, low costmechanism—a continuous scan, constant velocity rotary mechanism.Typically, the hundreds of rows are used to image the vertical dimensionand the few columns are used to capture the horizontal, rotating,dimension and many columns are joined (“stitched”) together.Furthermore, TDI (time delay and integration) techniques can be used tointegrate many “looks” per column together so as to accumulate signaland overcome any shortfall in sensitivity, even while mitigating theeffects of motion induced blur.

The resultant wide area imaging system can be very effective, but evenwith a good tradeoff in the choice of sensor technology and the numberof pixels used, the overall solution has a relatively low mean time tofailure which makes it expensive to maintain and the systems componentsare quite expensive, often much more expensive than the aforementionedmultiple-FPA approach for uncooled microbolometers devices.

The objective of the invention then, is to produce a time series of widearea images, i.e., having a field of view greater than that of thesensor by itself, so that object detection and related data reductionactivities ensue. A traditional panorama involves a set of adjacentimages that have some overlap that permits edges to be merged seamlesslyinto a single composite image. Such a panorama is within the capabilityof the invention, but only sometimes generated by the invention. This isdue to the desire to minimize time spent on image areas that have littleinterest, leaving more time (and therefore higher rates of imaging orcoverage) for image areas that have elevated interest. For instance, ina perimeter surveillance scenario where a fence line is to be monitored,the area adjacent to, but outside, the fence, is typically of moreinterest than areas inside the fence, so an imaging system would providehigher performance for detecting activity outside the fence if more timecould be spent imaging those regions. This desire for a high degree offlexibility and control in the distribution of the imagery generatedleads to a requirement for computer control of both timing of sensorimaging and the motion profile. Because the motion of the sensor isunder computer control, e.g., a direct drive servo motor driven by areal time motor controller with encoder feedback, in the preferredembodiment, the sensor motion profile can be arbitrarilydetermined—there is no pattern that cannot be commanded and generated ondemand, adaptively when needed, within the range of velocities andpositions enabled by specific choices of motor, amplifier, encoder andmass/inertia of the sensor assembly. The preferred embodiment uses adirect drive servo for the precision control it provides, but also forthe longevity, consistency and reliability provided by the absence ofgears, pulleys or otherwise friction-based mechanical assemblies. Suchassemblies can be made to work with the invention, but will not be asbroadly optimal as the direct drive servo motor implementation.

SUMMARY OF THE PRESENT INVENTION

The present invention provides a new and useful paradigm in wide areaimaging, which overcomes the types of issues discussed above.

According to the present invention, wide area imaging, includingpanoramic imaging, is provided by a step/dwell/image captureprocess/system to capture images and produce from the captured images awide area image. The image capture is by a sensor that has apredetermined image field and provides image capture at a predeterminedframe capture rate, and by a processor controlled motorized step anddwell sequence of the sensor, where image capture is during a dwell, andthe step and dwell sequence of the sensor is synchronized with the imagecapture rate of the sensor.

In a preferred form of the system and method of the present invention,the step/dwell/image capture sequence is under processor control that isinterfaced to a servo motor to selectively control the sensor positionin a manner that is related to the step/dwell/image capture sequence.

For this reason, the term, step, represents a variable move: the size ofthe step, speed of the step and timing of the step are completely withinthe ability of the controlling processor to specify upon demand, at anytime. Thus a step is not a fixed quantity for the invention; it is amovement under control of a processor and associated electronic motorcontroller (e.g., FIG. 1).

In addition, in a preferred aspect of the present invention, the sensoris located on a moveable platform, and movements of the platform thataffect the wide area image produced from the captured image are measuredand used to provide image compensation that is related to such movementsof the platform. Moreover, when a subject, e.g. a human, is identifiedin the wide area image, the subject can be hailed or notified that itspresence has been detected.

The preferred wide area imaging system and method can also have one ormore of the following features;

a. The wide area system and method may include a processor that usesmotion and/or object detection on a captured image or the wide areaimage to extract and localize objects of interest in the wide areaimage.

b. The wide area system and method may be configured to provide variablestep and dwell sequences of the sensor, to produce the wide area imageusing a processor, without modifying the movable platform mechanism.

c. The wide area system and method may be configured to provide variablestep and dwell sequences of the sensor, to enable the sensor to localizethe sensor on selected image fields. Thus, if the system is beingmanually or automatically monitored, and the monitor observes an objectof particular interest, the sensor can be localized on that object.

d. The wide area system and method can have (or be controlled by) aprocessor configured to use measures of object detection or recognitionor identification, probability, e.g., successive hypothesis testing, ofdetected objects in the wide area image to determine the step and dwellsequences of the sensor.

e. In the wide area system and method the sensor can be configured toproduce image capture in a manner that is useful in producing highdensity imagery, e.g., images having on the order of a million pixels ormore, from or as the wide area image.

f. The wide area system and method can be coupled to a control center (alocation separate from the location of the invention from which a personcould control and observe the invention operation) via an interface andconfigured to allow the control center access to subsets of the capturedimages, via the interface.

g. The wide area system and method can have a sensor configured with oneof the following sensing techniques: infrared, visible or otherwavelengths to form an image using sensor pixels, including thecollection of multiple wavelength images at the same time (multipleFPAs).

h. The step/dwell/image capture sequence can be configured tosynchronize the initiation of image capture by the sensor to a positionto which the sensor is selectively moved under servo motor control.

i. the step/dwell/image capture sequence can be configured tosynchronize movement of the sensor to a selected position to the timingwith which the sensor is controlled to initiate image capture.

It should also be noted that the present invention overcomes thedifficulties described above by using a low cost sensor with sufficientpixels for the application but overcomes the limitations of sensitivityand speed by way of a digitally controlled servo system (that controlsthe motorized step and dwell sequence) that accommodates the need forvariable or programmable integration times while providing motionadequate to form a wide area image quickly and continuously, and toselectively control or vary the wide area image in real time.

Additional features of the present invention will be apparent from thefollowing detailed description and the accompanying drawings

BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1 shows the architecture of the invention that includes theimaging, actuation and data management subsystems while also indicatingthe network centric nature of the invention and its data products.

FIG. 2 illustrates an example geometry for the invention packaging,wherein the upper portion contains the imaging sensor and optics,ancillary sensor(s) (as needed), the middle section contains the motor,bearings, and support for power and data in the upper portion, while thelower portion contains the motion control, data processing, andancillary sensor, e.g., inertial sensor, electronics with integral heatdissipation elements if needed;

FIG. 3 illustrates an example geometry for the invention packaging forthe upper portion of FIG. 2, wherein the upper portion contains theimaging sensor and optics, ancillary sensor(s), e.g., inertial, and ahailing device e.g., a laser, along with the requisite surroundingsincluding wavelength appropriate windows for optical elements;

FIG. 4 shows an example installation of the invention mounted atop apole and connecting to site infrastructure through a cabinet at the baseof the pole;

FIG. 5 shows an example of actuation and imaging timing where astep-dwell-step (etc) sequence is described to account for the sensormotion, sensor integration and readout of image data respectively;

FIG. 6 shows an example of a sensor packaged with a lens and identifyingthe FPA and associated FPA/lens field of view;

FIG. 7 shows an example of actuation and imaging timing where astep-dwell-step (etc) sequence is described to account for the sensormotion, sensor integration and readout of image data respectively;

DETAILED DESCRIPTION

As discussed above, the present invention relates to a new and usefulparadigm in wide area imaging, including panoramic imaging, in which thewide area imaging is provided by a step/dwell/image capture, and asneeded image stitch, process to capture images and produce from thecaptured images a wide area image. The image capture is by a sensor thathas a predetermined image field and provides image capture at apredetermined frame capture rate, and by a motorized step and dwellsequence of the sensor, where image capture is during a dwell period orinterval, and the step and dwell sequence of the sensor is synchronizedwith the image capture rate of the sensor. In addition, an image stitchis processor controlled and designed to combine images captured by thesensor in a predetermined manner to produce the wide area image.

The principles of the present invention are described herein inconnection with one exemplary system and method, and from thatdescription the manner in which the principles of the present inventioncan be applied to various types of wide area imaging systems and methodswill be apparent to those in the art.

In this application, “panorama” or “panoramic imaging” means a scenethat is taken in and produced by a step/dwell/image capture/imagesequence, and that scene may be a full 360 degree scene or less than a360 degree scene, or any wide angle scene, so long as the scene is takenin and produced by a step/dwell/image capture sequence.

The system of the invention is comprised of two major subsystems (FIG.1): sensors and sensor controllers (that are part of an imaging system);actuation, data and systems control (which are part of a data managementand control system), which when used in conjunction with one anotherenable the low cost wide area imaging system and method of the presentinvention.

The imaging is provided by a sensor that provides image capture of apredetermined field of view by means of lens and a focal plane array(FPA), an actuation subsystem for moving the sensor by a step and dwellsequence, and an additional processing subsystem that is processorcontrolled for processing the captured image by analog/digital readoutelectronics, digital image processing electronics and a networkinterface. This processing subsystem manages the FPA, provides imagestitching when needed (whereby images captured by the sensor during thestep and dwell sequence are effectively stitched or mosaicked together)provides integration and readout of image data from the sensor,correction of images for gain and offset artifacts, subsequent bufferingand combining of images into a single wide area image (which issometimes a panorama) over the course of one motion sequence, orsequence of steps or moves, of the sensor and processing of images forobject detection, tracking and localization, along with compression ofimages prior to storage and/or transmission within a network. Thesefunctions can be co-located or embedded near the FPA electronics ordistributed across a network, e.g., with wide area image processingoccurring remotely if necessary.

Wide area images formed by the invention are suitable for detection andtracking of objects and humans; the constituent images comprising thewide area can also be used individually for such detection and tracking,as befits the particular situation. This detection and tracking can beperformed near the FPA elements or at a remote location via a networkconnection. Knowing the geometry of the system in relation to theenvironment, detection data products can be geodetically localized andtime stamped for use in security and surveillance applications.

The actuation subsystem is comprised of an amplifier/controller thatcloses a feedback loop around the controlled motor, or in the preferredembodiment, an output axis of the imaging system, this axis being e.g. ahorizontal axis of rotation, but not limited to, and the axis beingcontrolled for motion profiles. An encoder 104 is used to indicate theposition of the device used to accomplish rotation with the attachedservo motor. The servo motor is in turn driven by the output of theamplifier/controller 108.

Synchronization of the two subassemblies is derived from the FPA videocontrol signals so that the timing of motion and readout functions canbe precisely controlled. Timing is adjusted in advance or duringoperation so as to place image formation (integration) at points of zeroor near zero motion. The preferred embodiment matches the FPAintegration (and readout, if necessary) time to the maximum time ofdwell so that maximum time is available for step motion; however, otherconsiderations may produce a different timing scheme in order to beoptimal for a particular installation site. Further, since the controlof the system timing for motion and/or image capture is entirelyelectronic and under computer control, the image capture timing can beslaved to the motion timing, or vice versa.

FIG. 1 illustrates a system and method architecture for the inventionwith an imaging subsystem, a data management and control system, and abearing/mechanism/interconnect 103 between the imaging system and thedata management and control system. A typical sequence of interplaybetween the two subsystems is as follows: a) move sensor (e.g., sensor100 in FIG. 1) to new position synchronously with video and control tominimum velocity, b) integrate image captured by sensor (done by thedata management and control system), read out FPA pixel levels anddigitize them (done by the data management and control system), c) form2D image array with pixels, compensate image data for rotation,translation, position errors and image distortion, grayscale errors andcompute the GPS coordinates of the relative N/E/S/W optical axes(centers), e) place pixel data in output (wide area) image (e.g., gridthe data) and with interpolation as needed to accommodate overlap andholidays (done by the data management and control system), f) produceoutput wide area image (done by the data management and control system),g) process image or wide area constituent images locally or transmitimage and related data products to a remote location forstorage/processing. Motion to a new position can proceed once imageintegration, i.e., exposure, has completed, or when readout of the FPApixel levels has completed, when typical uncooled microbolometers areused as sensors, as these use near-continuous exposure.

The system and method thus described according to FIG. 1 can, by virtueof its imagery, also accomplish the following incremental actionslocally or remotely (e.g., a remote server): a) object detection withincorrected and gridded wide area image data, b) object tracking betweensequential wide area images, c) streaming of wide area image data aswhole images or as subsets/sub-images selected by, for example, avirtual joystick, d) storing of detection and tracking data productslocally or remotely for subsequent spatio-temporal data analysis, usedetection and tracking information to direct laser illumination tohumans being tracked so as to hail and warn.

In particular, FIG. 1 shows a moving/rotating subassembly (above dashedline) with at least one sensor 100 having an FPA and lens producing apredetermined field of view that captures an image of that field ofview, a hailing device 101, e.g., a laser that can be used to signal todetected objects that they have been detected, ancillary sensors 109,e.g., inertial or temperature, such as are helpful for optimizingimaging and motion performance, and a controller 102 that manages thesignals, power and interfaces generally to the electronics within thesubassembly.

FIG. 1 further shows a middle subassembly 103 that furnishes the bearingsurfaces (for rotation), its associated mechanism (if needed) and theelectrical interconnection facility for signals and power. Thisbearing/mechanism/interconnect 103 subassembly interfaces mountingpoints, power and data to a lower subassembly (beneath the dotted line).This lower subassembly contains a system controller 106 that enablescommunication and control of data products, operational settings orparameters, and system behavior generally. The system controller managesthe motion profiles through a motor controller 108 and associated motorand encoder 104 elements, in the preferred embodiment (closed loop,servo motion control). The sensor data from imaging and ancillarydevices are relayed or directly connected to a data processor 105. Inthe preferred embodiment, wide area generation and object detection areaccomplished in this data processor 105; however, it is anticipated thatthe invention will in some cases only preprocess data at the dataprocessor 105 and distribute the remaining processing tasks to devicesavailable at another node of the network by way of the network interface107.

In FIG. 1, the system controller 106 also makes use of ancillary sensor110 data, e.g., inertial sensors for measuring the motion of the movingelements of the invention, such that motion control can be enhanced orimage processing optimized by virtue of measuring residual or unintendedmotion. The system controller 106 thus manages the flow of data andmonitors the system, serving as the primary communicator for the system,that communication taking place through a network interface 107 in thepreferred embodiment. Is it anticipated that other interfaces of thesystem will be used when a network is not available or circumstances oflocation or use dictate a non networked configuration.

The actuation capability of the invention implied by the agilityrequired for streaming panoramic images and the architecture of FIG. 1enables several additional capabilities, namely: a) super resolution byvirtue of forming a wide area image, or in some cases a panorama, ofless than 360 degrees and using non integral pixel step sizes so as tocapture images at inter-pixel locations, b) adaptive panorama generationwherein increased resolution is obtained in regions of higher priority,said priority being determined by the nature of detected objects,occlusions (e.g., due to a mounting structure), or by other cueinginformation provided by historical panorama data or other networkedsensors in communication with the invention, c) higher rate wide fieldof view imagery wherein the motions normally employed to transit ahorizontal motion sequence are used to move within a smaller region butdelivering this smaller wide area image at higher data rate so, e.g., a320×240 imager capable of 30 Hz video could be used to deliver 640×240imagery at 15 Hz.

FIG. 2 illustrates an example packaging/configuration for the inventionsuch as would be expected for implementing the architecture of FIG. 1.The upper housing package 200 houses the imaging optics, FPA, laser,ancillary sensors and associated electronics, while providing windows201 that protect internal elements without impeding the transmission oflight at sensor wavelengths. In the middle section 202 actuation, e.g.,rotation, is powered using an integral servo motor and encoder, e.g.,direct drive, in the preferred embodiment. Alternate actuation iscompatible with the invention generally but may not provide the motionperformance of a direct drive servo motor approach. The figureillustrates the use of convective cooling fins 203 as well, though theseare not generally required for the invention to operate. Supportingelectronics and ancillary sensors associated with the lower section ofthe invention can be included in implementations of the invention so asto measure and compensate for undesirable motion of the supportstructure, e.g., a pole, upon which the invention is mounted. Theseelectronics/elements are shown as part of the inner profile of lowerhousing 204. In the preferred embodiment, the power and data are broughtinto the upper housing by a slip ring or equivalent device, thoughalternate approaches are envisioned, including those disclosed in U.S.application Ser. No. 12/436,687 pertaining to the transmission of powerand data into a moving apparatus wirelessly, and that application isincorporated by reference herein. In the preferred embodiment, the upperhousing attaches to the lower by a central column and associatedbearing, and a central/concentric motor is used in conjunction with theamplifier/controller to rotate the upper housing.

Further, in FIG. 2 the lower housing 204 contains the amp/controller,the motor, encoder (preferably attached to the upper housing so as tomonitor the actual load), the image digitizer/processor, any requiredancillary sensors e.g., inertial sensors, GPS receiver (can be in sameassembly), and also the power supply electronics, here shown packaged205 for insertion into a pole structure inner diameter. Communicationsto and from the base can be managed by the main power/data connector onthe side of the lower housing, though many communications configurationsare compatible with the invention.

FIG. 3 shows an expanded view of the upper section of FIG. 2,illustrating a configuration having multiple sensors and a laserpackaged within a single enclosure 300. Thus, for instance, a narrowfield of view thermal sensor 305, a wide field of view thermal sensor306, a wide field of view visible light sensor 301 and a visible, e.g.,green, laser 303, can be used to simultaneously form wide area images attwo resolutions in the thermal infrared waveband 305 306 while alsoimaging the same wide area with visible light 301 (assuming daytime orilluminated conditions), while responding to object detections, e.g.,intruders, using the laser 303. For each waveband of light, suitabletransparent windows 302 are used to allow visibility of the scene to beimaged while protecting optics and electronics needed to obtain thecorresponding imagery, the signals and power for sensors and electronicsbeing provisioned by a slip ring or equivalent sealed rotary passthrough 307. The windows 302 are sealed to prevent ingress of moistureand/or dirt, and the lower flange 304 is likewise constructed such thatan air tight seal can be accomplished, enabling a purge gas, e.g.,nitrogen, to be used to enhance the resilience of the invention acrossdiverse environmental conditions.

FIG. 3 thus shows sensors operating at two wavebands: thermal infrared(approximately 8000-12000 nanometers) and visible light (approximately400-700 nanometers). The figure also illustrates the use of more thanone field of view per wavelength; in the case of the thermal infraredboth a narrow and wide are shown, corresponding to a higher and lowerpixel density per imaging area, respectively. The diversity ofwavelengths and fields of view is not limited by the invention, otherthan by constraints placed on the physical spaces allowed for sensorsand the associated mechanisms required to sufficiently control therequisite motion. Thus, while FIG. 3 shows sensors stacked verticallyand opposed horizontally (180 degrees separation between the visible andthe thermal sensors, for instance), sensors could be distributed onlyhorizontally, or only vertically, stacked more densely than shown, etc.

FIG. 4 shows an example installation of the components of FIG. 2 atop apole for a remote surveillance application. In FIG. 4, the wide areaimaging assembly 400 is mounted atop a pole such that the lowersubassemblies (see FIG. 204) mount into the inner surface of the pole,where electrical connections and thermal mating surfaces, if needed, canbe found. The pole structure 401 extends above ground level 403, andprovides support for an enclosure 402 that can be used for siteelectrical junctions, battery backup, network and power monitoring, etc.The pole is anchored into the earth using reinforced concrete 404. Theconfiguration of FIG. 4 is the preferred embodiment when infrastructureat remote locations is not sufficient to support the invention; however,diverse mounting configurations are anticipated for the invention,including mounting directly to buildings and also mounting onmobile/moving platforms, e.g., a fixed mount or telescoping mastinstalled in a vehicle.

FIG. 5 shows an example of the timing required to acquire images bysequentially stepping, dwelling and capturing image data; this figureshows plots of normalized position, velocity (dots) and image capturesync (on vertical axis) versus time 503 (horizontal axis). A low sloperegion for the position indicates the minimization of motion; thisrotary position 501 is shown for a system such as that shown in FIG. 2.The low position slope or velocity 500 having low value 502 indicates atime for integration and image capture, as the FPA is stationary. Theimage capture sync signal 504 transitions 505 to an active state whenthe FPA is stationary such that the process of integrating, reading outand digitizing an image can begin. The high velocity periods 500correspond to motion as can be seen in the position data. Using digitaland analog electronics and computer control, the sensor motion and videoacquisition process is controlled such that motion is synchronous withimage acquisition timing. By synchronizing thus, images free of blur canbe obtained at high rate, enabling a wide area image to be formed usingvideo rate imagery and at sufficient frequency to support security andsurveillance applications, e.g., human detection and tracking. Further,since the sensor motion and image capture are computer controlled andadaptable, arbitrarily long dwells can occur, such as intimated by thelonger low motion state 504 in the figure. Similarly, the positionpattern can be altered from a regular sequence to an arbitrary,including randomized pattern, all under computer control while operatingand generating wide area imagery.

FIG. 6 shows an assembly of an FPA 602 with lens and associated package600 and with its corresponding predetermined field of view 601. The FPAis shown exposed for the sake of clarity; however, these devices aretypically not exposed but are packaged within sealed enclosures,including vacuum enclosures in the case of some uncooled thermal imagingFPAs.

FIG. 7 illustrates in simplified fashion how a wide area image can begenerated with the invention; as such the figure shows the sensorassembly of FIG. 6 in the context of a wide area imaging motion pattern.In this simplified illustration, a sensor/lens assembly 702 is imagingwith its predetermined field of view 701 in a rightward facing position,but once an image has been captured as this position, will advance 703to a downward facing position 704, where a successive image will becaptured. This process of motion and image capture at distinct positionsis then repeated until the entire panorama 700, e.g., 360 degrees inthis example, is traversed. In this example, a large gap occurs betweenthe rightward and downward positions; this is typically not desired fora panorama made of adjacent constituent images, but is often the type ofmotion used for the more generate wide area imaging scenario where thepriority of the imaged regions will determine the motion profile usedand, thereby, the continuity of the constituent images comprising thewide area image.

As seen from the foregoing description, the system and method of theinvention uses a motorized step/dwell/image capture, and when necessary,image stitch, approach to enable M×N focal plane arrays, M≥1, N≥1, toacquire images M′×N′ having fields of view wider than the stationaryimaging system (i.e. the sensor) can obtain, e.g., M′≥M, N′≥N. Thesystem and method preferably uses inertial sensors, e.g., MEMSgyro/accelerometer device(s), to measure platform motion so as tostabilize the image to be produced using electro-mechanical means (e.g.,adaptive step/dwell), image processing methods, or combinations thereofto compensate the output images for the observed inertial motion.

An example of wide area imaging that leads to a panorama will help toillustrate the invention. The example uses a 640×480 pixel uncooledmicro bolometer sensor having a lens that provides a 35 degreehorizontal field of view and a 26 degree vertical field of view. Theaverage rate of rotation in the horizontal direction (so as to affordpanoramic fields of view) is 360 degrees per second; thus, the wide areapanoramic image generated once per second will be 26 degrees high and360 degrees wide.

The difference between the invention and a typical panoramic imager thatuses scanning is that the scan velocity, while having a constant meanvalue over one second intervals, is highly variable during the transitthrough 360 degrees in the horizontal direction. In fact, the velocityis periodic and can extend to beyond 360 degrees per second, dependingon the details of the video timing and the format of the sensor. Forthis example, if we assume nearly instantaneous transitions from zero tofull velocity, we can approximate the motion by a 50% duty cyclevelocity profile having two states: 0 degrees per second and 720 degreesper second. Thus, the average velocity is 360 degrees per second asdesired. This motion then is a start-stop-start-stop-etc. sequence(while the example is adequate for illustrating the principles, inpractice the motion is more complicated, see FIG. 5, for example). Theimage data is collected during the “stop” portion so as to minimizeblur; and the motion is accomplished during the “start” so as to changethe field of view and over the course of 360 degrees rotation,accumulate the 640×480 images needed to make up a 360 degree panoramicview. If there is no overlap between adjacent images in thestart-stop-start-stop sequence, then only 360/35=10+ images would beneeded per second, each image comprising 35 degrees of the panorama.However, if overlap is to be used, which is the preferred embodimentwhen a 360 degree panorama is desired as the wide area image, then atleast 11 images would be needed. For example, a 5% overlap (2.5% eachside of each 640×480 image) would only require the 11 images per second(non integral frame rates not being allowed), but would provide someborder regions intra-image to facilitate the image manipulations toaccommodate spatial distortions, grayscale discontinuities at the edges,and automatic gain control effects—all of which need to be removed fromthe images being joined together to form the panoramic scene.

Thus, using a low cost micro bolometer and servo motor technology, ahigh speed, high quality, wide area digital imaging system can beobtained at low cost. This forms the basis for the invention, which isreadily expanded to include image processing features, geodeticregistration and many resultant temporal and spatial data services.

Encoding position states or information in imagery for offline ornetworked wide area image generation is contemplated for the invention.Since the information relating to the state of motion is readilyavailable to the processor(s) that handles or compresses raw (prepanoramic) imagery, the position and motion state variables can beembedded into the images so as to remove the need for image processingin selecting images for wide area images. So, for example, the time andposition corresponding to the image readout completion time, or anequivalent timing parameter, could be embedded in an image. Thisinclusion of information can be accommodated in, e.g., jpeg headers, orother metadata locations used for digital imagery.

Additional Features of the Invention

The scanning nature of the invention encourages the use of multiple-passand sequential-pass algorithms for detecting and tracking, since thereis little chance of detected objects ever actually exiting the field ofview (flight and travel outside the resolution limits being someexceptions). For example, successive hypothesis test algorithms fordetecting can be used to optimize the use of scanning resources foroptimum resolution and resultant probability of detection. For instance,in order to maximize scan rate, it may be advisable to reduce thenominal panorama resolution or image frame rate while in a detectionmode. In this case, if objects of potential interest are identifiedduring the rapid scan mode, successive passes at increased resolutionfor finite regions of interest could be used to further test thehypothesis that “interesting” objects are there and merit furtherattention. Used in this fashion, the average and peak frame rates of thewide area imager can be traded against detection performance as afunction of time, location, object priority, or location priority any ofwhich may serve as proxies for an event or object of interest.

FIG. 1 implies a plurality of sensors and or other devices in the movingportion of the invention. Thus, wide area images at multiple wavelengthscan be obtained at the same time, on an individual frame basis and/or ona wide area image basis; the former case corresponding to multiplesensors stacked vertically according to the example geometry of FIG. 3,the latter case corresponding to the opposing geometry (facing 180degrees away from each other) of the visible wavelength and thermalwavelength sensors of FIG. 3, a geometry that can be extended in theinvention to include arbitrary angular distributions of sensors of oneor more wavelengths. FIG. 2 illustrates this by showing a system thatuses two thermal infrared sensors, one visible light sensors and visiblelight laser. This can be further extended to include other wavebands andsuggests the use of a ranging device such as a LIDAR (light detectionand ranging) subsystem, or acoustic hailing devices as an alternate to alaser.

The invention is well suited to cueing itself, as suggested bysuccessive hypothesis testing. However, it is also very useful forcueing other devices, e.g., nearby or adjacent high resolutionpan/tilt/zoom cameras that can obtain continuous high rate highresolution video as track updates are provided by the invention, whichis able to do so owing to its continuously updated wide area view ofperipheral scenes.

The invention is also useful when simpler devices, e.g., motiondetectors, seismic, or acoustic sensors, are used to indicate areas ofunknown activity. In this scenario a successive hypothesis test scenariocould be operated (or not, if simpler methods suffice) so as to maximizethe wide area image update rate while still “keeping an eye on” areasthat suggest ongoing activity, such as would be indicated with a simplemotion detector placed near the periphery of the invention or in anadjacent occluded area, etc.

The hailing feature of the invention has been illustrated using a laserfor visual communication of detection. An additional medium that can beused for audible communication of detection is hypersonic audio, whereinan audible signal is carried by a ultrasonic acoustic wave. Such atransmitter is anticipated to be used with the system and can be placedon the moving or stationary elements of the invention. In the formercase, the transducers are integrated into the apparatus of FIG. 3 alongwith such additional electronics and/or actuation as are required toprovide ultrasonic wave steering in the direction perpendicular to theplane of rotation of the wide area imaging sensor(s). For such ahypersonic hailing device, audible messages of a prerecorded naturecould be transmitted and communicated to a detected object or personand/or a live human operator could generate audible messages by way ofthe network interface (107 see FIG. 1) and internal electronics used toconvert those audio signals to hypersonic signals.

The use of a laser for hailing, in the preferred embodiment, usesmodulation of the laser output (or conversely, modulation of thevelocity and/or timing of the motion profile) to control the intensityof light as a function of range and also to shape the apparent (to theobject/person) distribution of light in the direction of wide area imageformation (horizontal, as shown in the example of FIGS. 2, 3). Further,the preferred embodiment uses structured light optics to constrain thegeometry of the emitted laser light to, for instance, a vertical linethat has an angular extent encompassing the vertical field of view forthe invention. Other geometries are compatible with the invention andsuitability of a geometry of structured light will vary as the wide areaimage orientation/application varies.

When a laser is used as the hailing device or is otherwise installed inthe invention, and when a sensor capable of imaging the light from thelaser (so both sensor and laser are in the same wave band) has theprojected laser light within its field of view, e.g., the example ofFIG. 3, the laser can also be used to illuminate objects being imagedwith the laser when ambient light is not sufficient for an image, e.g.,for a color sensor at night. In this case, the invention adjusts itsmotion pattern and image data collection scheme to suit the size of theimaged region and the structure of the projected laser illumination. Forinstance, if a vertical line is projected from the laser of FIG. 3, theinvention motion pattern would restrict its motion to the area occupiedby the object to be imaged and step/dwell past the object with the laserline, collecting and combining, e.g., shifting and stacking, successiveimage capture frames until the object is imaged in its entirety. Bydoing this at high speed the object will have moved very little and animage of the object will have been acquired, in spite of the lack ofambient light.

The invention is capable of adjusting its motion profile or pattern as afunction of detections that occur within the field of view, e.g., theentire wide area, often 360 degrees. When multiple objects, e.g.,intruders, are detected, the preferred embodiment will adapt the timingand dwell time within the wide area image region to minimize latency onobjects of greatest interest, e.g., those closest to assets of highvalue and/or risk of loss, while maximizing the respective probabilityof detection for the detected objects of interest.

FIG. 2 shows that multiple fields of view corresponding to multiplesensors, e.g., FPA/lens assemblies, per invention are contemplated forthe invention. In order to minimize the number of unique lens assembliespresent, thereby reducing the number of components in the invention, itis anticipated that unconventional, e.g., anamorphic, lenses will beused for imaging sensor fields of view onto the sensor FPA. Such a lenswill accomplish a mapping of pixels in the field of view onto the FPAsuch that the probability of detecting an object, e.g., human, ismaximally flat as a function of distance from the invention. Forexample, if detecting a human requires at least 10 resolution elements,e.g., pixels, per major axis of the imaged human in order to be reliablydetected, then the optimum unconventional lens would furnish at least 10pixels of resolution at the maximum range and no more than 10 pixels ofresolution at the minimum range. The image thus formed on the FPA wouldbe highly distorted as compared to normal human vision; however, itwould maximize the use of FPA pixels for detecting across the entirefield of view such that maximum value is extracted for detecting objectsof interest with the invention. Images thus generated could still beviewed by humans, but would be corrected for the nonstandard geometryprior to displaying, for a more intuitive view for a human operator ofthe invention.

In using the invention to hail an object or person, e.g., using a laseror acoustic means, the communication is from the invention to theobject. However, it is anticipated that the invention will be used forcommunication from the object to the invention as well, either directlyor by way of other nearby instances of the invention or comparableresources. That is, the invention is expected to be used to detect notonly the presence of an object, but what its state is, e.g., its pose,orientation, or distribution. Thus the invention will detect gestures ofpredetermined nature so that the invention will classify the gesture,e.g., stationary human with arms extended 45 degrees to the ground couldbe assigned the meaning, “distressed”, or arms extended horizontally mayindicate a “friend” classification instead of “foe”.

Classifying friend versus foe is further enabled by the inventionthrough the use of wearable badges or patches that are resolved by theinvention sensor(s) such that a unique individual or class identifier isdetected and associated with an object or human. In the case of athermal infrared sensor, the badge could contain, for example, a patternof high and low emissivity surface coatings, i.e., a pattern of relativeapparent physical temperature, that is imaged by a sensor and thatfunctions equivalently to a bar code pattern used in electronic itemidentification. Such a thermal infrared compatible badge could, forexample, be enabled using polycarbonate heat patch material, or otheractive thermally emissive materials. Other wavelengths and badgeconstructions are readily conceived and are contemplated for theinvention.

The ability to measure the apparent physical temperature of objectsimaged by a sensor in the invention is readily extended to measuring theactual physical temperature, such that temperature is quantified, e.g.,degrees Celcius, by either calibrating sensors prior to installation,conducting a field calibration after installation of the invention, orusing objects in the field of view to automatically discern andapproximate the physical temperature, given ambient conditions. Such asensor can measure the physical temperature of objects such that thermalabnormalities are detected, e.g., excessive heating or risk/presence offire. The preferred embodiment is a sensor that has been calibratedprior to installation and which has calibration periodically updated.

The invention is further contemplated for use in asset management,whether as part of a security and surveillance application or not. Insuch a use of the invention, a catalogue of assets is generated by theinvention in a sequence of steps: 1) generate a wide area image of thescene containing assets, 2) detect stationary objects, 3) classifystationary objects, 4) estimate sizes of stationary objects using imagedata and/or other sensor data, 5) (optionally) present objects to anoperator for confirmation and valuation in priority or currency, e.g.,dollars, or compute a value parameter for objects based on predeterminedcriteria, 6) store object information, including estimated size andlocation, e.g., GIS data, into a database that serves as a reference forfuture object comparison, e.g., displaced object detection/tracking fordamage assessment, and/or to objectively determine the absence of anobject in the case of theft or other movement of the object or anensemble of objects of interest. The invention used in this way wouldthen make use of its scan pattern to prioritize the invention operatingparameters for motion and sensor data acquisition such that higher valueassets are emphasized and more robustly protected than lower valueassets.

Techniques for the foregoing asset tracking use of the invention arewell known to those skilled in the art of computer vision technology.For instance the detection and classification of stationary objects isreadily accomplished to a high degree of accuracy using imaged edgedetection techniques such as the Canny method or the Berkeley naturalboundary detector, in combination with Contour Segment Networks, to nameonly one approach to the problem of object detection. The preferredembodiment uses a visible wavelength sensor for the initial assettracking task of object detection and classification and uses this toinform processing at other wavelengths, as the highest density of pixelsand the presence of multiple colors can both be helpful. However, otherwave bands can be used independently and, in some cases will yieldsuperior results to that of the visible bands.

The estimation of size for the asset tracking use of the invention isapplicable to more than just the problem of asset tracking as described.The estimation of size is helpful for detecting and trackingConsequently, the invention will be used to estimate the size of objectsimaged with its sensors. The size can be estimated using a prioriinformation and an estimate of the class of an object, such class beingprovided by one of the well-known supervised object classificationalgorithms. However, the error rate of an object class based sizeestimate, e.g., if object is a house, then an average house size isused, is likely to be unsatisfactory for some applications. Theinvention enables a more robust estimate of object size by making use ofstereo imaging techniques and the known geometry of sensors and opticsused in the invention. The finite field of view of the inventionsensor(s), combined with the presence of physical separation betweenoptical axes, enables an object to be imaged with a sensor in theinvention at two different locations of the sensor, these locationshaving a finite distance between them perpendicular to the line betweenthe FPA and the object. This finite distance along a perpendicular, orbaseline, exists in two forms in the invention as shown in FIG. 3. Abaseline between the two thermal sensors 305 306 exists in the verticaldirection; a baseline also exists for any sensor 301 305 306 with itselfbetween two angular positions, e.g., 0 to 360 degrees. These baselines,when combined with images of the same object captured by sensor datafrom the two ends of the baseline, enable a stereo image estimate ofrange to be made for features and/or objects imaged by the sensor. Thetechniques for doing so with imagery are well known to those skilled inthe art of computer vision and are readily available at publicrepositories, e.g., OpenCV or equivalent.

A related facility for the invention to that of asset tracking is thatof automatically estimating areas in a panorama that are of littleinterest, such that the automated detection of objects is notsusceptible to clutter from those regions, and so that, to the extentpossible, those regions are de-emphasized in the estimating of optimalscan patterns for the motion profile used within the invention toproduce a wide area image. Predetermined or inferred criteria forassessing the level of interest can be used, and interest can also bedetermined adaptively, e.g., by observing the frequency of events ofinterest such as vehicle traffic and/or by observing the presence orabsence of object features and/or by using known landscape features toclassify imaged regions, such as sky (blue). The computer visionapplication area addressed by this invention feature is that of gistrecognition and is well known to those skilled in the art of computervision.

When the invention is used in conjunction with other surveillancesystems, including other instances of the invention, it is helpful tothose responsible for the surveillance to be able to seamlessly detectand track objects from one system to the other. Thus the inventioncontemplates the handing off of a detected object from one system toanother by virtue of sharing the location, e.g., GPS coordinates, andnature, e.g., sensor data characteristics in image or other more compactform, between successive systems viewing the object as it moves out ofthe viewing range of one and into the viewing range of another.

The sensors illustrated in FIG. 3 are optical in nature. However, longerwavelengths, such as those employed in radio frequency (RF, includingmicrowave and similar order of magnitude wavelengths), can beaccommodated as sensors in the wide area image generation as well. Thesimplest implementation of such an RF panorama sensor would be to use acommercial radar module having a beam that radiates the same region asthat of the optical assemblies of FIG. 3, i.e., having the same orsimilar field of view, and sample the radar at the same time as asensor, or continuously, provided the radar pulse repetition frequency(PRF) is sufficiently high and the ambiguous range is outside the regionof interest, for example. In this case a panorama having at least asingle pixel, but not more than the number of range bins, in thevertical direction would result, and having pixels in the panoramadirection of at least the number of stationary locations (see FIG. 4)but not exceeding the product of the PRF and the time per panorama sweep(360 degrees in the case of a complete 360 degree panorama). A morerobust, as concerns antenna side lobes and related detection clutter forthe RF implementation in the invention would use an array, e.g.,conformal and integrated into the invention upper housing (200, FIG. 2),having elements distributed both vertically and horizontally such thatresolution in the vertical and horizontal dimensions is achieved andantenna gain in each dimension enables lowering of side lobes andimprovement of directivity. Further, if the elements are implementedwith phase controls, a phased array steering of the central lobe of theresultant antenna pattern can be accomplished to further control andenhance the directivity. Finally, using the motion profile needed forwide area image generation, an RF sensor, e.g., coherent radar, asynthetic aperture radar (SAR) implementation could be integrated intothe geometry/package of FIG. 2 such that RF wavelength sensor areavailable as wide area images instead of, or in conjunction with,shorter wavelength, e.g., optical wavelengths less than 20000nanometers, sensor data as described above.

Sensors are also contemplated for use with the invention that areintegrated along side of the invention or, in some sense, in closeproximity. Examples of this are scanning radars having fixed/mountedarrays, e.g., mounted to the pole beneath the invention shown in 401FIG. 4, and hypersonic/acoustic devices or arrays that can beelectrically or mechanically directed to objects of interest that aredetected by the invention.

The system and method of the invention enable sensor scans of apredetermined field of view, at different angles, by a step/dwell/imagecapture sequence under processor controlled servo motor that providescoverage of a wide field of regard with an inexpensive sensor (e.g.uncooled microbolometer). The system and method utilizes a relativelysmall number of pixels at a relatively low net frame rate (e.g., maximalthermal infrared pixels and image capture rate for a field of regard, atlow system and operating cost (vs lots of FPAs or cooled cameras)

The imaging system and method utilize a) an image sensor with aknown/particular field of view, attached to b) a motion controlplatform, such that the image sensor can be moved automatically to covera wider “field of regard” than the (immediate/nominal/optical) field ofview of the sensor, with the motion controlled to step through asequence of 2 or more positions quickly and then dwell in each positiononly long enough to take a still image, repeating the sequence (or acomputed variation of the sequence) continually, preferably under thecontrol of a servo drive, or more specifically direct drive.

The system and method can utilize a plurality of sensors, eachpotentially of different spectrum or FOV. The sensors can be sensorswith variable fields of view (FOV), e.g., zoom optics, with the datamanagement and control system choosing an FOV based on predetermined ordynamic strategy. The system and method can be implemented on a movingplatform as well, and can provide for stitching images together toproduce single composite or panoramic images of up to 360 degreescoverage.

The system and method of the present invention enables automatic objector motion detection against individual images, wide area images orpanoramas, provides variable step and dwell sequences, step and dwellsynchronized to camera capture, sensor fields of regard may or may notbe contiguous, and may or may not be 360 degrees. The system and methodprovides “motion and/or object detection”, and utilizes a servo drive,as opposed, e.g., to a mechanical indexing scheme. A preferredembodiment would use a direct drive motor.

The system and method of the present invention provides an automaticimaging system, with a step and dwell sequence for the sensor, andcovers a wider field of regard than the field of view of the sensor (FPAand lens), and utilizes time and synchronization to get wide coverageand repetition in short time (e.g. real time). The data management andcontrol system is autonomous; it chooses/changes its priority of whereand how long to look and with what dynamically, so that, knowing thenecessary integration time, dwell time can be varied accordingly, andimaging can be concentrated on a particular region of interest. Imagestitching may be useful in some situations, but is not a requirement.The sensor platform, in its preferred embodiment, has one moving(bearing) part, so that there is relatively little wear or associatedservice, and the system and method enables changing the step and dwellsteps and image capture, on the fly under software control.

Thus, as seen from the foregoing description, according to the presentinvention, wide area imaging is provided by a step/dwell/image captureprocess/system to capture images and produce from the captured images awide area image as maximal speed (minimum time per wide area image). Theimage capture is by a sensor that has a predetermined image field andprovides image capture at a predetermined frame capture rate, and by aprocessor controlled motorized step and dwell sequence of the sensor,where image capture is during a dwell, and the step and dwell sequenceof the sensor is synchronized with the image capture rate of the sensor.In a preferred form of the system and method of the present invention,the step/dwell/image capture sequence is under processor control that isinterfaced to a servo motor to selectively control the sensor positionin a manner that is related to the step/dwell/image capture sequence.

Detection products can be derived from either a wide area image or theindividual image frames used to form the panorama. The advantage ofusing an individual image frame, e.g., a single 640×480 in the examplecited above, is that there is no loss of information due to overlap andthe signal processing gain corresponding to multiple observations of anevent is available in an obvious way (often this will accumulate as thesquare root of the number of observations). In the preferred embodiment,image processing occurs in both individual image frames and in wide area(which can included stitched) imagery when image overlap exists betweenindividual frames, such that partial images (caused by the bisection ofan object with a single frame boundary) and multiple observances can beaccommodated without loss of performance.

In a preferred aspect of the present invention, the sensor is located ona moveable platform, and movements of the platform that affect the widearea image produced from the captured image are measured and used toprovide image compensation that is related to such movements of theplatform. Moreover, when a subject, e.g. a human, is identified in thewide area image, the subject can be hailed or notified that its presencehas been detected.

The preferred wide area imaging system and method can also have one ormore of the following features; (a) the wide area imaging system andmethod may include a processor that uses object detection on a capturedimage or the wide area image to extract and localize objects of interestin the wide area image; (b) the wide area system and method may beconfigured to provide variable step and dwell sequences of the sensor,to produce the wide area image; (c) The wide area system and method maybe configured to provide variable step and dwell sequences of thesensor, to enable the sensor to localize the sensor on selected imagefields; thus, if the system is being manually or automaticallymonitored, and the monitor observes an object of particular interest,the sensor can be localized on that object; (d) the wide area system andmethod can have (or be controlled by) a processor configured to usesuccessive hypothesis testing of detected objects in the wide area imageto determine the step and dwell sequences of the sensor; (e) in the widearea system and method the sensor can be configured to produce imagecapture in a manner that is useful in producing high density imagery inthe wide area image; (f) the wide area imaging system and method can becoupled to a control center via an interface and configured to allow thecontrol center access to subsets of the captured images (includingstitched subsets), via the interface; (g) the wide area imaging systemand method can have a sensor configured with one of the followingsensing techniques: infrared, visible or other wavelengths to form animage using sensor pixels, including the collection of multiplewavelength images at the same time (multiple FPAs); (h) thestep/dwell/image capture sequence can be configured to synchronize theinitiation of image capture by the sensor to a position to which thesensor is selectively moved under servo motor control; and (i) thestep/dwell/image capture sequence can be configured to synchronizemovement of the sensor to a selected position to the timing with whichthe sensor is controlled to initiate image capture.

The principles of the present invention have been described herein inconnection with one exemplary system and method, and from thatdescription the manner in which the principles of the present inventioncan be applied to various types of wide area imaging systems and methodswill be apparent to those in the art.

What is claimed is: 1-28. (canceled)
 29. A wide area imaging system forperforming surveillance of an area, the system comprising: a sensor thatuses a rotational step/dwell/image capture sequence to capture images ofthe area under surveillance, the sensor providing image capture of apredetermined image field; and a processor that controls thestep/dwell/image capture sequence to synchronize motion in a directionof rotation of the system with image capture, wherein the predeterminedimage field advances in the direction of rotation as the system rotates,and wherein the captured images are used to produce a wide-area image ofthe area under surveillance, the processor using object detection on thewide-area image or the captured images to extract and localize objectsof interest in the wide-area image, wherein the system is configured tostore image data produced from the step/dwell/image capture sequence,and to use the stored image data as a reference for comparison withimage data produced from a subsequent step/dwell/image capture sequence.30. The wide area imaging system of claim 29, wherein the sensor isconfigured to measure a physical temperature of the one or more objectsof interest in the area under surveillance.
 31. The wide area imagingsystem of claim 30, wherein the processor is configured to utilize themeasured physical temperature from the sensor to determine the presenceof fire in the area under surveillance.
 32. The wide area imaging systemof claim 29, wherein the processor is configured to detect thermalabnormalities in the area under surveillance.
 33. The wide area imagingsystem of claim 29, wherein the sensor is located on a moveableplatform, and one or more inertial devices measure movements of theplatform that affect the wide-area image produced from the capturedimages and produce output that can be used to provide image compensationthat is related to such movements of the platform.
 34. The wide areaimaging system of claim 29, wherein the processor is configured to usesuccessive hypothesis testing of the objects of interest in thewide-area image to determine the step and dwell sequences of the sensor.35. The wide area imaging system of claim 29, wherein the processor usesobject tracking on the wide-area image or the captured images to recordthe behavior of the one or more objects of interest in one or morewide-area images.